Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 17379 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.1 MiB |
| Average record size in memory | 128.0 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 5 |
instant is highly correlated with yr | High correlation |
season is highly correlated with mnth | High correlation |
yr is highly correlated with instant | High correlation |
mnth is highly correlated with season | High correlation |
hr is highly correlated with registered and 1 other fields | High correlation |
temp is highly correlated with atemp and 1 other fields | High correlation |
atemp is highly correlated with temp and 1 other fields | High correlation |
casual is highly correlated with temp and 3 other fields | High correlation |
registered is highly correlated with hr and 2 other fields | High correlation |
cnt is highly correlated with hr and 2 other fields | High correlation |
instant is highly correlated with yr | High correlation |
season is highly correlated with mnth | High correlation |
yr is highly correlated with instant | High correlation |
mnth is highly correlated with season | High correlation |
temp is highly correlated with atemp | High correlation |
atemp is highly correlated with temp | High correlation |
casual is highly correlated with registered and 1 other fields | High correlation |
registered is highly correlated with casual and 1 other fields | High correlation |
cnt is highly correlated with casual and 1 other fields | High correlation |
instant is highly correlated with yr | High correlation |
season is highly correlated with mnth | High correlation |
yr is highly correlated with instant | High correlation |
mnth is highly correlated with season | High correlation |
temp is highly correlated with atemp | High correlation |
atemp is highly correlated with temp | High correlation |
casual is highly correlated with registered and 1 other fields | High correlation |
registered is highly correlated with casual and 1 other fields | High correlation |
cnt is highly correlated with casual and 1 other fields | High correlation |
instant is highly correlated with season and 4 other fields | High correlation |
season is highly correlated with instant and 3 other fields | High correlation |
yr is highly correlated with instant | High correlation |
mnth is highly correlated with instant and 3 other fields | High correlation |
hr is highly correlated with casual and 2 other fields | High correlation |
weekday is highly correlated with workingday | High correlation |
workingday is highly correlated with weekday | High correlation |
temp is highly correlated with instant and 4 other fields | High correlation |
atemp is highly correlated with instant and 4 other fields | High correlation |
casual is highly correlated with hr and 4 other fields | High correlation |
registered is highly correlated with hr and 2 other fields | High correlation |
cnt is highly correlated with hr and 2 other fields | High correlation |
instant is uniformly distributed | Uniform |
instant has unique values | Unique |
hr has 726 (4.2%) zeros | Zeros |
weekday has 2502 (14.4%) zeros | Zeros |
windspeed has 2180 (12.5%) zeros | Zeros |
casual has 1581 (9.1%) zeros | Zeros |
Reproduction
| Analysis started | 2022-09-03 14:27:05.747234 |
|---|---|
| Analysis finished | 2022-09-03 14:27:27.599744 |
| Duration | 21.85 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
instant
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIFORMUNIQUE| Distinct | 17379 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8690 |
| Minimum | 1 |
|---|---|
| Maximum | 17379 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 135.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 869.9 |
| Q1 | 4345.5 |
| median | 8690 |
| Q3 | 13034.5 |
| 95-th percentile | 16510.1 |
| Maximum | 17379 |
| Range | 17378 |
| Interquartile range (IQR) | 8689 |
Descriptive statistics
| Standard deviation | 5017.0295 |
|---|---|
| Coefficient of variation (CV) | 0.5773336593 |
| Kurtosis | -1.2 |
| Mean | 8690 |
| Median Absolute Deviation (MAD) | 4345 |
| Skewness | 0 |
| Sum | 151023510 |
| Variance | 25170585 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 11592 | 1 | < 0.1% |
| 11578 | 1 | < 0.1% |
| 11579 | 1 | < 0.1% |
| 11580 | 1 | < 0.1% |
| 11581 | 1 | < 0.1% |
| 11582 | 1 | < 0.1% |
| 11583 | 1 | < 0.1% |
| 11584 | 1 | < 0.1% |
| 11585 | 1 | < 0.1% |
| Other values (17369) | 17369 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 17379 | 1 | |
| 17378 | 1 | |
| 17377 | 1 | |
| 17376 | 1 | |
| 17375 | 1 | |
| 17374 | 1 | |
| 17373 | 1 | |
| 17372 | 1 | |
| 17371 | 1 | |
| 17370 | 1 |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 135.9 KiB |
| 3 | |
|---|---|
| 2 | |
| 1 | |
| 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 17379 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 4496 | |
| 2 | 4409 | |
| 1 | 4242 | |
| 4 | 4232 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 3 | 4496 | |
| 2 | 4409 | |
| 1 | 4242 | |
| 4 | 4232 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 4496 | |
| 2 | 4409 | |
| 1 | 4242 | |
| 4 | 4232 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 17379 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 4496 | |
| 2 | 4409 | |
| 1 | 4242 | |
| 4 | 4232 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 17379 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 4496 | |
| 2 | 4409 | |
| 1 | 4242 | |
| 4 | 4232 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 17379 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 4496 | |
| 2 | 4409 | |
| 1 | 4242 | |
| 4 | 4232 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 135.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 17379 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 8734 | |
| 0 | 8645 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 8734 | |
| 0 | 8645 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 8734 | |
| 0 | 8645 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 17379 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 8734 | |
| 0 | 8645 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 17379 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 8734 | |
| 0 | 8645 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 17379 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 8734 | |
| 0 | 8645 |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.537775476 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 135.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.438775714 |
|---|---|
| Coefficient of variation (CV) | 0.5259855935 |
| Kurtosis | -1.201878197 |
| Mean | 6.537775476 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.009253248383 |
| Sum | 113620 |
| Variance | 11.82517841 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 5 | 1488 | |
| 7 | 1488 | |
| 12 | 1483 | |
| 8 | 1475 | |
| 3 | 1473 | |
| 10 | 1451 | |
| 6 | 1440 | |
| 4 | 1437 | |
| 9 | 1437 | |
| 11 | 1437 | |
| Other values (2) | 2770 |
| Value | Count | Frequency (%) |
| 1 | 1429 | |
| 2 | 1341 | |
| 3 | 1473 | |
| 4 | 1437 | |
| 5 | 1488 | |
| 6 | 1440 | |
| 7 | 1488 | |
| 8 | 1475 | |
| 9 | 1437 | |
| 10 | 1451 |
| Value | Count | Frequency (%) |
| 12 | 1483 | |
| 11 | 1437 | |
| 10 | 1451 | |
| 9 | 1437 | |
| 8 | 1475 | |
| 7 | 1488 | |
| 6 | 1440 | |
| 5 | 1488 | |
| 4 | 1437 | |
| 3 | 1473 |
| Distinct | 24 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.54675183 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 726 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 135.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 12 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 6.914405095 |
|---|---|
| Coefficient of variation (CV) | 0.5988181957 |
| Kurtosis | -1.198020588 |
| Mean | 11.54675183 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.01067990952 |
| Sum | 200671 |
| Variance | 47.80899782 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 17 | 730 | 4.2% |
| 16 | 730 | 4.2% |
| 13 | 729 | 4.2% |
| 15 | 729 | 4.2% |
| 14 | 729 | 4.2% |
| 12 | 728 | 4.2% |
| 22 | 728 | 4.2% |
| 21 | 728 | 4.2% |
| 20 | 728 | 4.2% |
| 19 | 728 | 4.2% |
| Other values (14) | 10092 |
| Value | Count | Frequency (%) |
| 0 | 726 | |
| 1 | 724 | |
| 2 | 715 | |
| 3 | 697 | |
| 4 | 697 | |
| 5 | 717 | |
| 6 | 725 | |
| 7 | 727 | |
| 8 | 727 | |
| 9 | 727 |
| Value | Count | Frequency (%) |
| 23 | 728 | |
| 22 | 728 | |
| 21 | 728 | |
| 20 | 728 | |
| 19 | 728 | |
| 18 | 728 | |
| 17 | 730 | |
| 16 | 730 | |
| 15 | 729 | |
| 14 | 729 |
holiday
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 135.9 KiB |
| 0 | |
|---|---|
| 1 | 500 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 17379 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 16879 | |
| 1 | 500 | 2.9% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 16879 | |
| 1 | 500 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 16879 | |
| 1 | 500 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 17379 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 16879 | |
| 1 | 500 | 2.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 17379 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 16879 | |
| 1 | 500 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 17379 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 16879 | |
| 1 | 500 | 2.9% |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.003682605 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 2502 |
| Zeros (%) | 14.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 135.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.005771456 |
|---|---|
| Coefficient of variation (CV) | 0.6677707733 |
| Kurtosis | -1.255996891 |
| Mean | 3.003682605 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.002998221376 |
| Sum | 52201 |
| Variance | 4.023119134 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 6 | 2512 | |
| 0 | 2502 | |
| 5 | 2487 | |
| 1 | 2479 | |
| 3 | 2475 | |
| 4 | 2471 | |
| 2 | 2453 |
| Value | Count | Frequency (%) |
| 0 | 2502 | |
| 1 | 2479 | |
| 2 | 2453 | |
| 3 | 2475 | |
| 4 | 2471 | |
| 5 | 2487 | |
| 6 | 2512 |
| Value | Count | Frequency (%) |
| 6 | 2512 | |
| 5 | 2487 | |
| 4 | 2471 | |
| 3 | 2475 | |
| 2 | 2453 | |
| 1 | 2479 | |
| 0 | 2502 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 135.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 17379 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 11865 | |
| 0 | 5514 |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 11865 | |
| 0 | 5514 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 11865 | |
| 0 | 5514 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 17379 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 11865 | |
| 0 | 5514 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 17379 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 11865 | |
| 0 | 5514 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 17379 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 11865 | |
| 0 | 5514 |
weathersit
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 135.9 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 4 | 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 17379 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 11413 | |
| 2 | 4544 | 26.1% |
| 3 | 1419 | 8.2% |
| 4 | 3 | < 0.1% |
Length
Histogram of lengths of the category
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 11413 | |
| 2 | 4544 | 26.1% |
| 3 | 1419 | 8.2% |
| 4 | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 11413 | |
| 2 | 4544 | 26.1% |
| 3 | 1419 | 8.2% |
| 4 | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 17379 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 11413 | |
| 2 | 4544 | 26.1% |
| 3 | 1419 | 8.2% |
| 4 | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 17379 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 11413 | |
| 2 | 4544 | 26.1% |
| 3 | 1419 | 8.2% |
| 4 | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 17379 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 11413 | |
| 2 | 4544 | 26.1% |
| 3 | 1419 | 8.2% |
| 4 | 3 | < 0.1% |
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4969871684 |
| Minimum | 0.02 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 135.9 KiB |
Quantile statistics
| Minimum | 0.02 |
|---|---|
| 5-th percentile | 0.2 |
| Q1 | 0.34 |
| median | 0.5 |
| Q3 | 0.66 |
| 95-th percentile | 0.8 |
| Maximum | 1 |
| Range | 0.98 |
| Interquartile range (IQR) | 0.32 |
Descriptive statistics
| Standard deviation | 0.1925561212 |
|---|---|
| Coefficient of variation (CV) | 0.3874468668 |
| Kurtosis | -0.9418442041 |
| Mean | 0.4969871684 |
| Median Absolute Deviation (MAD) | 0.16 |
| Skewness | -0.006020883348 |
| Sum | 8637.14 |
| Variance | 0.03707785983 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.62 | 726 | 4.2% |
| 0.66 | 693 | 4.0% |
| 0.64 | 692 | 4.0% |
| 0.7 | 690 | 4.0% |
| 0.6 | 675 | 3.9% |
| 0.36 | 671 | 3.9% |
| 0.34 | 645 | 3.7% |
| 0.3 | 641 | 3.7% |
| 0.4 | 614 | 3.5% |
| 0.32 | 611 | 3.5% |
| Other values (40) | 10721 |
| Value | Count | Frequency (%) |
| 0.02 | 17 | 0.1% |
| 0.04 | 16 | 0.1% |
| 0.06 | 16 | 0.1% |
| 0.08 | 17 | 0.1% |
| 0.1 | 51 | 0.3% |
| 0.12 | 76 | 0.4% |
| 0.14 | 138 | 0.8% |
| 0.16 | 230 | |
| 0.18 | 155 | |
| 0.2 | 354 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 0.98 | 1 | < 0.1% |
| 0.96 | 16 | 0.1% |
| 0.94 | 17 | 0.1% |
| 0.92 | 49 | 0.3% |
| 0.9 | 90 | |
| 0.88 | 53 | 0.3% |
| 0.86 | 131 | |
| 0.84 | 138 | |
| 0.82 | 213 |
| Distinct | 65 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4757751021 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 135.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.2121 |
| Q1 | 0.3333 |
| median | 0.4848 |
| Q3 | 0.6212 |
| 95-th percentile | 0.7424 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.2879 |
Descriptive statistics
| Standard deviation | 0.1718502156 |
|---|---|
| Coefficient of variation (CV) | 0.3612005228 |
| Kurtosis | -0.8454118948 |
| Mean | 0.4757751021 |
| Median Absolute Deviation (MAD) | 0.1364 |
| Skewness | -0.09042885856 |
| Sum | 8268.4955 |
| Variance | 0.02953249661 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6212 | 988 | 5.7% |
| 0.5152 | 618 | 3.6% |
| 0.4091 | 614 | 3.5% |
| 0.3333 | 600 | 3.5% |
| 0.6667 | 593 | 3.4% |
| 0.6061 | 588 | 3.4% |
| 0.5303 | 579 | 3.3% |
| 0.5 | 575 | 3.3% |
| 0.4545 | 559 | 3.2% |
| 0.303 | 549 | 3.2% |
| Other values (55) | 11116 |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 0.0152 | 4 | < 0.1% |
| 0.0303 | 8 | < 0.1% |
| 0.0455 | 9 | 0.1% |
| 0.0606 | 14 | 0.1% |
| 0.0758 | 28 | 0.2% |
| 0.0909 | 13 | 0.1% |
| 0.1061 | 35 | 0.2% |
| 0.1212 | 86 | |
| 0.1364 | 90 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 0.9848 | 2 | < 0.1% |
| 0.9545 | 1 | < 0.1% |
| 0.9242 | 5 | < 0.1% |
| 0.9091 | 5 | < 0.1% |
| 0.8939 | 15 | 0.1% |
| 0.8788 | 19 | |
| 0.8636 | 20 | |
| 0.8485 | 32 | |
| 0.8333 | 41 |
hum
Real number (ℝ≥0)
| Distinct | 89 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6272288394 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 22 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 135.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.31 |
| Q1 | 0.48 |
| median | 0.63 |
| Q3 | 0.78 |
| 95-th percentile | 0.93 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.3 |
Descriptive statistics
| Standard deviation | 0.1929298341 |
|---|---|
| Coefficient of variation (CV) | 0.3075908216 |
| Kurtosis | -0.8261167359 |
| Mean | 0.6272288394 |
| Median Absolute Deviation (MAD) | 0.15 |
| Skewness | -0.1112871494 |
| Sum | 10900.61 |
| Variance | 0.03722192087 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.88 | 657 | 3.8% |
| 0.83 | 630 | 3.6% |
| 0.94 | 560 | 3.2% |
| 0.87 | 488 | 2.8% |
| 0.7 | 430 | 2.5% |
| 0.66 | 388 | 2.2% |
| 0.65 | 387 | 2.2% |
| 0.69 | 359 | 2.1% |
| 0.55 | 352 | 2.0% |
| 0.74 | 341 | 2.0% |
| Other values (79) | 12787 |
| Value | Count | Frequency (%) |
| 0 | 22 | |
| 0.08 | 1 | < 0.1% |
| 0.1 | 1 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.13 | 1 | < 0.1% |
| 0.14 | 2 | < 0.1% |
| 0.15 | 4 | < 0.1% |
| 0.16 | 10 | |
| 0.17 | 10 | |
| 0.18 | 10 |
| Value | Count | Frequency (%) |
| 1 | 270 | |
| 0.97 | 1 | < 0.1% |
| 0.96 | 3 | < 0.1% |
| 0.94 | 560 | |
| 0.93 | 331 | |
| 0.92 | 2 | < 0.1% |
| 0.91 | 1 | < 0.1% |
| 0.9 | 7 | < 0.1% |
| 0.89 | 239 | 1.4% |
| 0.88 | 657 |
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1900976063 |
| Minimum | 0 |
|---|---|
| Maximum | 0.8507 |
| Zeros | 2180 |
| Zeros (%) | 12.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 135.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.1045 |
| median | 0.194 |
| Q3 | 0.2537 |
| 95-th percentile | 0.4179 |
| Maximum | 0.8507 |
| Range | 0.8507 |
| Interquartile range (IQR) | 0.1492 |
Descriptive statistics
| Standard deviation | 0.1223402286 |
|---|---|
| Coefficient of variation (CV) | 0.6435653291 |
| Kurtosis | 0.5908204107 |
| Mean | 0.1900976063 |
| Median Absolute Deviation (MAD) | 0.0895 |
| Skewness | 0.5749052035 |
| Sum | 3303.7063 |
| Variance | 0.01496713153 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 0 | 2180 | |
| 0.1343 | 1738 | |
| 0.1642 | 1695 | |
| 0.194 | 1657 | |
| 0.1045 | 1617 | |
| 0.2239 | 1513 | |
| 0.0896 | 1425 | |
| 0.2537 | 1295 | |
| 0.2836 | 1048 | |
| 0.2985 | 808 | 4.6% |
| Other values (20) | 2403 |
| Value | Count | Frequency (%) |
| 0 | 2180 | |
| 0.0896 | 1425 | |
| 0.1045 | 1617 | |
| 0.1343 | 1738 | |
| 0.1642 | 1695 | |
| 0.194 | 1657 | |
| 0.2239 | 1513 | |
| 0.2537 | 1295 | |
| 0.2836 | 1048 | |
| 0.2985 | 808 | 4.6% |
| Value | Count | Frequency (%) |
| 0.8507 | 2 | < 0.1% |
| 0.8358 | 1 | < 0.1% |
| 0.806 | 2 | < 0.1% |
| 0.7761 | 1 | < 0.1% |
| 0.7463 | 2 | < 0.1% |
| 0.7164 | 2 | < 0.1% |
| 0.6866 | 5 | < 0.1% |
| 0.6567 | 11 | |
| 0.6418 | 14 | |
| 0.6119 | 23 |
| Distinct | 322 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.67621842 |
| Minimum | 0 |
|---|---|
| Maximum | 367 |
| Zeros | 1581 |
| Zeros (%) | 9.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 135.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 17 |
| Q3 | 48 |
| 95-th percentile | 138.1 |
| Maximum | 367 |
| Range | 367 |
| Interquartile range (IQR) | 44 |
Descriptive statistics
| Standard deviation | 49.30503039 |
|---|---|
| Coefficient of variation (CV) | 1.382013918 |
| Kurtosis | 7.571001747 |
| Mean | 35.67621842 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 2.499236891 |
| Sum | 620017 |
| Variance | 2430.986021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1581 | 9.1% |
| 1 | 1082 | 6.2% |
| 2 | 798 | 4.6% |
| 3 | 697 | 4.0% |
| 4 | 561 | 3.2% |
| 5 | 509 | 2.9% |
| 6 | 448 | 2.6% |
| 7 | 405 | 2.3% |
| 8 | 377 | 2.2% |
| 9 | 348 | 2.0% |
| Other values (312) | 10573 |
| Value | Count | Frequency (%) |
| 0 | 1581 | |
| 1 | 1082 | |
| 2 | 798 | |
| 3 | 697 | |
| 4 | 561 | 3.2% |
| 5 | 509 | 2.9% |
| 6 | 448 | 2.6% |
| 7 | 405 | 2.3% |
| 8 | 377 | 2.2% |
| 9 | 348 | 2.0% |
| Value | Count | Frequency (%) |
| 367 | 1 | |
| 362 | 1 | |
| 361 | 1 | |
| 357 | 1 | |
| 356 | 1 | |
| 355 | 1 | |
| 354 | 1 | |
| 352 | 1 | |
| 350 | 1 | |
| 347 | 1 |
| Distinct | 776 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 153.7868692 |
| Minimum | 0 |
|---|---|
| Maximum | 886 |
| Zeros | 24 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 135.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 34 |
| median | 115 |
| Q3 | 220 |
| 95-th percentile | 465 |
| Maximum | 886 |
| Range | 886 |
| Interquartile range (IQR) | 186 |
Descriptive statistics
| Standard deviation | 151.3572859 |
|---|---|
| Coefficient of variation (CV) | 0.9842016207 |
| Kurtosis | 2.750017757 |
| Mean | 153.7868692 |
| Median Absolute Deviation (MAD) | 89 |
| Skewness | 1.557904226 |
| Sum | 2672662 |
| Variance | 22909.028 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4 | 307 | 1.8% |
| 3 | 294 | 1.7% |
| 5 | 287 | 1.7% |
| 6 | 266 | 1.5% |
| 2 | 245 | 1.4% |
| 1 | 201 | 1.2% |
| 7 | 200 | 1.2% |
| 8 | 190 | 1.1% |
| 9 | 178 | 1.0% |
| 11 | 140 | 0.8% |
| Other values (766) | 15071 |
| Value | Count | Frequency (%) |
| 0 | 24 | 0.1% |
| 1 | 201 | |
| 2 | 245 | |
| 3 | 294 | |
| 4 | 307 | |
| 5 | 287 | |
| 6 | 266 | |
| 7 | 200 | |
| 8 | 190 | |
| 9 | 178 |
| Value | Count | Frequency (%) |
| 886 | 1 | |
| 885 | 1 | |
| 876 | 2 | |
| 871 | 1 | |
| 860 | 1 | |
| 857 | 2 | |
| 839 | 1 | |
| 838 | 1 | |
| 833 | 1 | |
| 822 | 1 |
| Distinct | 869 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 189.4630876 |
| Minimum | 1 |
|---|---|
| Maximum | 977 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 135.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 40 |
| median | 142 |
| Q3 | 281 |
| 95-th percentile | 563.1 |
| Maximum | 977 |
| Range | 976 |
| Interquartile range (IQR) | 241 |
Descriptive statistics
| Standard deviation | 181.3875991 |
|---|---|
| Coefficient of variation (CV) | 0.9573769823 |
| Kurtosis | 1.417203281 |
| Mean | 189.4630876 |
| Median Absolute Deviation (MAD) | 112 |
| Skewness | 1.277411604 |
| Sum | 3292679 |
| Variance | 32901.4611 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5 | 260 | 1.5% |
| 6 | 236 | 1.4% |
| 4 | 231 | 1.3% |
| 3 | 224 | 1.3% |
| 2 | 208 | 1.2% |
| 7 | 198 | 1.1% |
| 8 | 182 | 1.0% |
| 1 | 158 | 0.9% |
| 10 | 155 | 0.9% |
| 11 | 147 | 0.8% |
| Other values (859) | 15380 |
| Value | Count | Frequency (%) |
| 1 | 158 | |
| 2 | 208 | |
| 3 | 224 | |
| 4 | 231 | |
| 5 | 260 | |
| 6 | 236 | |
| 7 | 198 | |
| 8 | 182 | |
| 9 | 128 | |
| 10 | 155 |
| Value | Count | Frequency (%) |
| 977 | 1 | |
| 976 | 1 | |
| 970 | 1 | |
| 968 | 1 | |
| 967 | 1 | |
| 963 | 1 | |
| 957 | 1 | |
| 953 | 1 | |
| 948 | 1 | |
| 943 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| instant | season | yr | mnth | hr | holiday | weekday | workingday | weathersit | temp | atemp | hum | windspeed | casual | registered | cnt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1 | 0 | 1 | 0 | 0 | 6 | 0 | 1 | 0.24 | 0.2879 | 0.81 | 0.0000 | 3 | 13 | 16 |
| 1 | 2 | 1 | 0 | 1 | 1 | 0 | 6 | 0 | 1 | 0.22 | 0.2727 | 0.80 | 0.0000 | 8 | 32 | 40 |
| 2 | 3 | 1 | 0 | 1 | 2 | 0 | 6 | 0 | 1 | 0.22 | 0.2727 | 0.80 | 0.0000 | 5 | 27 | 32 |
| 3 | 4 | 1 | 0 | 1 | 3 | 0 | 6 | 0 | 1 | 0.24 | 0.2879 | 0.75 | 0.0000 | 3 | 10 | 13 |
| 4 | 5 | 1 | 0 | 1 | 4 | 0 | 6 | 0 | 1 | 0.24 | 0.2879 | 0.75 | 0.0000 | 0 | 1 | 1 |
| 5 | 6 | 1 | 0 | 1 | 5 | 0 | 6 | 0 | 2 | 0.24 | 0.2576 | 0.75 | 0.0896 | 0 | 1 | 1 |
| 6 | 7 | 1 | 0 | 1 | 6 | 0 | 6 | 0 | 1 | 0.22 | 0.2727 | 0.80 | 0.0000 | 2 | 0 | 2 |
| 7 | 8 | 1 | 0 | 1 | 7 | 0 | 6 | 0 | 1 | 0.20 | 0.2576 | 0.86 | 0.0000 | 1 | 2 | 3 |
| 8 | 9 | 1 | 0 | 1 | 8 | 0 | 6 | 0 | 1 | 0.24 | 0.2879 | 0.75 | 0.0000 | 1 | 7 | 8 |
| 9 | 10 | 1 | 0 | 1 | 9 | 0 | 6 | 0 | 1 | 0.32 | 0.3485 | 0.76 | 0.0000 | 8 | 6 | 14 |
Last rows
| instant | season | yr | mnth | hr | holiday | weekday | workingday | weathersit | temp | atemp | hum | windspeed | casual | registered | cnt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 17369 | 17370 | 1 | 1 | 12 | 14 | 0 | 1 | 1 | 2 | 0.28 | 0.2727 | 0.45 | 0.2239 | 62 | 185 | 247 |
| 17370 | 17371 | 1 | 1 | 12 | 15 | 0 | 1 | 1 | 2 | 0.28 | 0.2879 | 0.45 | 0.1343 | 69 | 246 | 315 |
| 17371 | 17372 | 1 | 1 | 12 | 16 | 0 | 1 | 1 | 2 | 0.26 | 0.2576 | 0.48 | 0.1940 | 30 | 184 | 214 |
| 17372 | 17373 | 1 | 1 | 12 | 17 | 0 | 1 | 1 | 2 | 0.26 | 0.2879 | 0.48 | 0.0896 | 14 | 150 | 164 |
| 17373 | 17374 | 1 | 1 | 12 | 18 | 0 | 1 | 1 | 2 | 0.26 | 0.2727 | 0.48 | 0.1343 | 10 | 112 | 122 |
| 17374 | 17375 | 1 | 1 | 12 | 19 | 0 | 1 | 1 | 2 | 0.26 | 0.2576 | 0.60 | 0.1642 | 11 | 108 | 119 |
| 17375 | 17376 | 1 | 1 | 12 | 20 | 0 | 1 | 1 | 2 | 0.26 | 0.2576 | 0.60 | 0.1642 | 8 | 81 | 89 |
| 17376 | 17377 | 1 | 1 | 12 | 21 | 0 | 1 | 1 | 1 | 0.26 | 0.2576 | 0.60 | 0.1642 | 7 | 83 | 90 |
| 17377 | 17378 | 1 | 1 | 12 | 22 | 0 | 1 | 1 | 1 | 0.26 | 0.2727 | 0.56 | 0.1343 | 13 | 48 | 61 |
| 17378 | 17379 | 1 | 1 | 12 | 23 | 0 | 1 | 1 | 1 | 0.26 | 0.2727 | 0.65 | 0.1343 | 12 | 37 | 49 |